{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate Datasets for Training and Testing on a cluster of machines\n",
    "\n",
    "In this notebook, we report the code to generate datasets for training and testing the neural network models.\n",
    "The datasets contain channel realizations of a realistic LTE link operating over an industry-standard radio channel model. Thid code is structured to be run on a cluster of machines using the package `ray`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import itpp\n",
    "import ray\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from src import TDL_channel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "@ray.remote\n",
    "def _run_link_simulation(block_size, \n",
    "                         modorder,\n",
    "                         nrof_subcarriers,\n",
    "                         snr, \n",
    "                         channel_coeff):\n",
    "    \n",
    "    from src import single_link_bicm_ofdm\n",
    "\n",
    "    channel_block_fading = np.tile(np.transpose(channel_coeff), (12, 1))\n",
    "    \n",
    "    return single_link_bicm_ofdm.simulate(block_size, \n",
    "                                          modorder,\n",
    "                                          nrof_subcarriers,\n",
    "                                          snr, \n",
    "                                          channel_block_fading)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'node_ip_address': '172.18.0.4',\n",
       " 'redis_address': '172.18.0.4:15672',\n",
       " 'object_store_address': '/tmp/ray/session_2019-09-21_06-15-38_515927_23682/sockets/plasma_store',\n",
       " 'raylet_socket_name': '/tmp/ray/session_2019-09-21_06-15-38_515927_23682/sockets/raylet',\n",
       " 'webui_url': None,\n",
       " 'session_dir': '/tmp/ray/session_2019-09-21_06-15-38_515927_23682'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ray.init(redis_address=\"172.18.0.4:15672\", ignore_reinit_error=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Channel Generation\n",
    "fft_size       = 128\n",
    "channel_model  = 'ITU_VEHICULAR_B'\n",
    "relative_speed = 33.33 # m/s\n",
    "\n",
    "nrof_subcarriers = 72\n",
    "snrs_db        = [5, 10, 15, 20, 25] \n",
    "\n",
    "TRANSPORT_BLOCK_SIZES = [152, 200, 248, 320, 408, 504, 600, 712, 808, 936, \n",
    "                         936, 1032, 1192, 1352, 1544, 1736, 1800, \n",
    "                         1800, 1928, 2152, 2344, 2600, 2792, 2984, 3240, 3496, 3624, 3752, 4008]\n",
    "MODULATION_ORDERS     = [2, 2, 2, 2, 2, 2, 2, 2, 2, 2, \n",
    "                         4, 4, 4, 4, 4, 4, 4, \n",
    "                         6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "nrof_snrs = len(snrs_db)\n",
    "nrof_samples = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Block size index 0, TBS 176, Elapsed: 4.17s\n",
      "Block size index 1, TBS 224, Elapsed: 6.07s\n",
      "Block size index 2, TBS 272, Elapsed: 7.85s\n",
      "Block size index 3, TBS 344, Elapsed: 10.80s\n",
      "Block size index 4, TBS 432, Elapsed: 13.31s\n",
      "Block size index 5, TBS 528, Elapsed: 15.85s\n",
      "Block size index 6, TBS 624, Elapsed: 18.20s\n",
      "Block size index 7, TBS 736, Elapsed: 21.27s\n",
      "Block size index 8, TBS 832, Elapsed: 24.25s\n",
      "Block size index 9, TBS 960, Elapsed: 27.09s\n",
      "Block size index 10, TBS 960, Elapsed: 29.95s\n",
      "Block size index 11, TBS 1056, Elapsed: 33.08s\n",
      "Block size index 12, TBS 1216, Elapsed: 36.34s\n",
      "Block size index 13, TBS 1376, Elapsed: 40.07s\n",
      "Block size index 14, TBS 1568, Elapsed: 43.46s\n",
      "Block size index 15, TBS 1760, Elapsed: 47.32s\n",
      "Block size index 16, TBS 1824, Elapsed: 52.24s\n",
      "Block size index 17, TBS 1824, Elapsed: 57.85s\n",
      "Block size index 18, TBS 1952, Elapsed: 63.72s\n",
      "Block size index 19, TBS 2176, Elapsed: 68.92s\n",
      "Block size index 20, TBS 2368, Elapsed: 73.97s\n",
      "Block size index 21, TBS 2624, Elapsed: 79.36s\n",
      "Block size index 22, TBS 2816, Elapsed: 84.86s\n",
      "Block size index 23, TBS 3008, Elapsed: 90.69s\n",
      "Block size index 24, TBS 3264, Elapsed: 96.94s\n",
      "Block size index 25, TBS 3520, Elapsed: 104.63s\n",
      "Block size index 26, TBS 3648, Elapsed: 111.62s\n",
      "Block size index 27, TBS 3776, Elapsed: 118.41s\n",
      "Block size index 28, TBS 4032, Elapsed: 125.36s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''Generate the channel realizations'''\n",
    "\n",
    "channel_coeff = np.ndarray((nrof_samples, nrof_subcarriers, nrof_snrs), dtype=np.complex128)\n",
    "\n",
    "if channel_model != 'AWGN':\n",
    "    for snr_index in range(nrof_snrs):\n",
    "        channel_response = TDL_channel.channel_frequency_response( fft_size,\n",
    "                                                                   relative_speed,\n",
    "                                                                   channel_model,\n",
    "                                                                   nrof_samples )\n",
    "\n",
    "        channel_coeff[:,:,snr_index] = channel_response.T().to_numpy_ndarray()[:, :nrof_subcarriers]\n",
    "else:\n",
    "    channel_coeff[:, :, :] = 1\n",
    "\n",
    "legend_strings = []\n",
    "\n",
    "block_success_dataset = np.ndarray((nrof_samples, len( TRANSPORT_BLOCK_SIZES ), nrof_snrs))\n",
    "channel_to_noise_ratio_dataset = np.ndarray((nrof_subcarriers, nrof_samples, nrof_snrs))\n",
    "\n",
    "start = time.time()\n",
    "for block_size_index in range( len( TRANSPORT_BLOCK_SIZES ) ):\n",
    "\n",
    "    block_size = TRANSPORT_BLOCK_SIZES[ block_size_index]  + 24 # 24 bit CRC\n",
    "    modorder = MODULATION_ORDERS[ block_size_index ]\n",
    "\n",
    "    bler_vs_snr = []\n",
    "\n",
    "    outcome = ray.get([_run_link_simulation.remote(block_size, \n",
    "                                                   modorder,\n",
    "                                                   nrof_subcarriers,\n",
    "                                                   snrs_db[i], \n",
    "                                                   channel_coeff[:,:,i]) for i in range(nrof_snrs)])\n",
    "\n",
    "    for snr_index in range(nrof_snrs):\n",
    "        block_success_dataset[:, block_size_index, snr_index] = outcome[snr_index][1]\n",
    "\n",
    "        bler_vs_snr.append(outcome[snr_index][0])\n",
    "        #print(outcome[snr_index][0])\n",
    "\n",
    "    legend_strings.append('TBS %df' %(block_size))\n",
    "    plt.semilogy(snrs_db, bler_vs_snr)\n",
    "\n",
    "    print('Block size index %d, TBS %d, Elapsed: %0.2fs' %(block_size_index, \n",
    "                                                           block_size, \n",
    "                                                           time.time() - start))\n",
    "\n",
    "FADING_CHANNEL_DATASET = {'channel': channel_coeff, \n",
    "                          'block_success': block_success_dataset,\n",
    "                          'block_sizes': TRANSPORT_BLOCK_SIZES,\n",
    "                          'snrs_db': snrs_db}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_filepath = 'sim_data/sim_0001/'\n",
    "data_filename = 'dataset.npy'  \n",
    "\n",
    "if not os.path.exists(data_filepath):\n",
    "    os.makedirs(data_filepath)  \n",
    "\n",
    "np.save(data_filepath + data_filename, FADING_CHANNEL_DATASET)\n",
    "\n",
    "#FADING_CHANNEL_DATASET"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlabel('SNR [dB]')\n",
    "plt.ylabel('BLER')\n",
    "plt.legend(legend_strings, loc='upper left')\n",
    "plt.title('Turbo Codec performance for %s channel' %(channel_model))\n",
    "plt.savefig(data_filepath + 'plot.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
